{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialise notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define add_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_plot(ax, file, start=0, stop=0, breathing_scale=1):\n",
    "    with open(file) as csvfile:\n",
    "        print(\"loading: \", file)\n",
    "        data = np.genfromtxt(csvfile, delimiter=',')\n",
    "\n",
    "        if start > data.shape[0]-10:\n",
    "            start = data.shape[0]-10\n",
    "\n",
    "        if stop > data.shape[0] or stop == 0:\n",
    "            stop = data.shape[0]\n",
    "\n",
    "        current = data[start:stop, 0]\n",
    "        breathing = data[start:stop, 1]\n",
    "        ax.set_title(file)\n",
    "        ax.plot(current, label='Current')\n",
    "        ax.plot(breathing*breathing_scale, label='Breathing')\n",
    "        ax.legend(loc='center right')\n",
    "        ax.grid()\n",
    "        ax.tick_params(labelcolor='black', labelsize=10, width=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting raw data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting range:  100 3000\n",
      "loading:  ../../data/20200317/cpap_spd90_breathing.csv\n",
      "loading:  ../../data/20200317/bipap_spd90_breathing_sync.csv\n",
      "loading:  ../../data/20200317/bipap_spd90_breathing_async.csv\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 100\n",
    "stop = 3000\n",
    "breathing_scale = 40\n",
    "print(\"plotting range: \", start, stop)\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15,10))# figsize=(w, h)\n",
    "add_plot(ax1, \"../../data/20200317/cpap_spd90_breathing.csv\", start, stop, breathing_scale)\n",
    "add_plot(ax2, \"../../data/20200317/bipap_spd90_breathing_sync.csv\", start, stop, breathing_scale)\n",
    "add_plot(ax3, \"../../data/20200317/bipap_spd90_breathing_async.csv\", start, stop, breathing_scale)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
